"Are you sure you still want to go through with this?" Mrs. Peterson asked, her voice filled with concern. David just shrugged, fiddling with the microphone cord. He had been planning this karaoke night for months, even though he wasn't really much of a singer. Then, his rival, Jake, had announced a concert with an up-and-coming band at the same time.

David hadn't seen a single RSVP for his party. He was so mortified.

He cleared his throat. "Yeah, I'm good." The words felt hollow, a lie spoken to himself.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228